ScreenSearch combines structural screen retrieval and deduplication with an ambiguity-aware PUCT graph-bandit to collect over 1M screenshots and 30K deduplicated states across 11 desktop applications, showing a novelty-ambiguity trade-off in exploration policies.
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ScreenSearch: Uncertainty-Aware OS Exploration
ScreenSearch combines structural screen retrieval and deduplication with an ambiguity-aware PUCT graph-bandit to collect over 1M screenshots and 30K deduplicated states across 11 desktop applications, showing a novelty-ambiguity trade-off in exploration policies.